Robust Covariance and Scatter Matrix Estimation under Huber's Contamination Model

1 June 2015

Papers citing "Robust Covariance and Scatter Matrix Estimation under Huber's Contamination Model"

48 / 48 papers shown

Title
Metric properties of partial and robust Gromov-Wasserstein distances Jannatul Chhoa Michael Ivanitskiy Fushuai Jiang Shiying Li Daniel McBride Tom Needham Kaiying O'Hare 36 0 0 04 Nov 2024
Factor Strength Estimation in Vector and Matrix Time Series Factor Models Weilin Chen Clifford Lam AI4TS 48 1 0 12 May 2024
Time-Uniform Confidence Spheres for Means of Random Vectors Ben Chugg Hongjian Wang Aaditya Ramdas 53 5 0 14 Nov 2023
CRIMED: Lower and Upper Bounds on Regret for Bandits with Unbounded Stochastic Corruption Shubhada Agrawal Timothée Mathieu D. Basu Odalric-Ambrym Maillard 30 2 0 28 Sep 2023
Adversarially robust clustering with optimality guarantees Soham Jana Kun Yang Sanjeev R. Kulkarni AAML 39 2 0 16 Jun 2023
On Private and Robust Bandits Yulian Wu Xingyu Zhou Youming Tao Di Wang 28 5 0 06 Feb 2023
Huber-Robust Confidence Sequences Hongjian Wang Aaditya Ramdas 37 13 0 23 Jan 2023
Statistically Optimal Robust Mean and Covariance Estimation for Anisotropic Gaussians A. Minasyan Nikita Zhivotovskiy 44 9 0 21 Jan 2023
Mining the Factor Zoo: Estimation of Latent Factor Models with Sufficient Proxies Runzhe Wan Yingying Li Wenbin Lu Rui Song 23 4 0 25 Dec 2022
Outlier Robust and Sparse Estimation of Linear Regression Coefficients Takeyuki Sasai Hironori Fujisawa 35 4 0 24 Aug 2022
Robust and Sparse Estimation of Linear Regression Coefficients with Heavy-tailed Noises and Covariates Takeyuki Sasai 28 4 0 15 Jun 2022
Robust Sparse Mean Estimation via Sum of Squares Ilias Diakonikolas D. Kane Sushrut Karmalkar Ankit Pensia Thanasis Pittas 30 21 0 07 Jun 2022
Covariance Estimation: Optimal Dimension-free Guarantees for Adversarial Corruption and Heavy Tails Pedro Abdalla Nikita Zhivotovskiy 40 25 0 17 May 2022
Indiscriminate Data Poisoning Attacks on Neural Networks Yiwei Lu Gautam Kamath Yaoliang Yu AAML 43 24 0 19 Apr 2022
Selective inference for k-means clustering Yiqun T. Chen Daniela Witten 31 43 0 29 Mar 2022
Adaptive and Robust Multi-Task Learning Yaqi Duan Kaizheng Wang 83 23 0 10 Feb 2022
Outlier-Robust Optimal Transport: Duality, Structure, and Statistical Analysis Sloan Nietert Rachel Cummings Ziv Goldfeld OT 20 26 0 02 Nov 2021
Volatility prediction comparison via robust volatility proxies: An empirical deviation perspective Weichen Wang Ran An Ziwei Zhu 29 2 0 04 Oct 2021
Adversarially robust change point detection Mengchu Li Yi Yu AAML 29 10 0 21 May 2021
Non-asymptotic analysis and inference for an outlyingness induced winsorized mean Y. Zuo 27 1 0 05 May 2021
SPECTRE: Defending Against Backdoor Attacks Using Robust Statistics J. Hayase Weihao Kong Raghav Somani Sewoong Oh AAML 29 150 0 22 Apr 2021
Robust W-GAN-Based Estimation Under Wasserstein Contamination Zheng Liu Po-Ling Loh 17 6 0 20 Jan 2021
Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses Micah Goldblum Dimitris Tsipras Chulin Xie Xinyun Chen Avi Schwarzschild D. Song Aleksander Madry Yue Liu Tom Goldstein SILM 37 271 0 18 Dec 2020
Universal Robust Regression via Maximum Mean Discrepancy Pierre Alquier Mathieu Gerber 45 15 0 01 Jun 2020
Robust estimation via generalized quasi-gradients Banghua Zhu Jiantao Jiao Jacob Steinhardt 23 43 0 28 May 2020
Robust subgaussian estimation with VC-dimension Jules Depersin 27 12 0 24 Apr 2020
Robust estimation with Lasso when outputs are adversarially contaminated Takeyuki Sasai Hironori Fujisawa 27 8 0 13 Apr 2020
All-In-One Robust Estimator of the Gaussian Mean A. Dalalyan A. Minasyan 35 25 0 04 Feb 2020
When does the Tukey median work? Banghua Zhu Jiantao Jiao Jacob Steinhardt 22 18 0 21 Jan 2020
Robust Aggregation for Federated Learning Krishna Pillutla Sham Kakade Zaïd Harchaoui FedML 44 632 0 31 Dec 2019
Minimax rates in sparse, high-dimensional changepoint detection Haoyang Liu Chao Gao R. Samworth 36 46 0 23 Jul 2019
Robust subgaussian estimation of a mean vector in nearly linear time Jules Depersin Guillaume Lecué 21 92 0 07 Jun 2019
$Outlier-robust estimation of a sparse linear model using $\ell_1$-penalized Huber's $M$-estimator$ Outlier-robust estimation of a sparse linear model using $\ell_1$ -penalized Huber's $M$ -estimator A. Dalalyan Philip Thompson 23 67 0 12 Apr 2019
Deconstructing Generative Adversarial Networks Banghua Zhu Jiantao Jiao David Tse 36 49 0 27 Jan 2019
High Dimensional Robust $M$ -Estimation: Arbitrary Corruption and Heavy Tails L. Liu Tianyang Li Constantine Caramanis 21 14 0 24 Jan 2019
Uniform bounds for robust mean estimators Stanislav Minsker OOD FedML 10 35 0 09 Dec 2018
Robust Sparse Reduced Rank Regression in High Dimensions Kean Ming Tan Qiang Sun Daniela Witten 27 3 0 18 Oct 2018
Estimating minimum effect with outlier selection Alexandra Carpentier S. Delattre Étienne Roquain Nicolas Verzélen 23 9 0 21 Sep 2018
Robust classification via MOM minimization Guillaume Lecué M. Lerasle Timlothée Mathieu 16 47 0 09 Aug 2018
High Dimensional Robust Sparse Regression L. Liu Yanyao Shen Tianyang Li Constantine Caramanis 14 71 0 29 May 2018
Robust Estimation via Robust Gradient Estimation Adarsh Prasad A. Suggala Sivaraman Balakrishnan Pradeep Ravikumar 30 220 0 19 Feb 2018
Adaptive robust estimation in sparse vector model L. Comminges O. Collier M. Ndaoud Alexandre B. Tsybakov 36 15 0 12 Feb 2018
Estimation of the covariance structure of heavy-tailed distributions Stanislav Minsker Xiaohan Wei 36 38 0 01 Aug 2017
Robust Sparse Covariance Estimation by Thresholding Tyler's M-Estimator John Goes Gilad Lerman B. Nadler 14 22 0 25 Jun 2017
Adaptive Huber Regression Qiang Sun Wen-Xin Zhou Jianqing Fan 50 277 0 21 Jun 2017
Halfspace depths for scatter, concentration and shape matrices D. Paindaveine Germain Van Bever 36 21 0 20 Apr 2017
Robust Regression via Mutivariate Regression Depth Chao Gao 40 48 0 15 Feb 2017
Robust Learning of Fixed-Structure Bayesian Networks Yu Cheng Ilias Diakonikolas D. Kane Alistair Stewart OOD 48 46 0 23 Jun 2016